Dataset info
| Number of variables | 15 |
|---|---|
| Number of observations | 85972 |
| Missing cells | 0 (0.0%) |
| Duplicate rows | 0 (0.0%) |
| Total size in memory | 9.8 MiB |
| Average record size in memory | 120.0 B |
Variables types
| Numeric | 14 |
|---|---|
| Categorical | 0 |
| Boolean | 1 |
| Date | 0 |
| URL | 0 |
| Text (Unique) | 0 |
| Rejected | 0 |
| Unsupported | 0 |
Warnings
Asset_Turnover is highly skewed (γ1 = -21.39884407) | Skewed |
Market_Book_Ratio is highly skewed (γ1 = 53.66440578) | Skewed |
Operational_Margin is highly skewed (γ1 = 88.13731624) | Skewed |
Productivity is highly skewed (γ1 = 77.96395559) | Skewed |
Profitability is highly skewed (γ1 = 113.999101) | Skewed |
Sales_Growth is highly skewed (γ1 = -88.21435727) | Skewed |
Asset_Turnover
Numeric
| Distinct count | 4488 |
|---|---|
| Unique (%) | 5.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | -1.267953158e-15 |
|---|---|
| Minimum | -133.7010985 |
| Maximum | 46.79389037 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | -133.7010985 |
|---|---|
| 5-th percentile | -1.016498266 |
| Q1 | -0.5464170138 |
| Median | -0.1158760264 |
| Q3 | 0.3769190962 |
| 95-th percentile | 1.345189521 |
| Maximum | 46.79389037 |
| Range | 180.4949888 |
| Interquartile range | 0.92333611 |
Descriptive statistics
| Standard deviation | 1.000005816 |
|---|---|
| Coef of variation | -7.886772547e+14 |
| Kurtosis | 3914.868714 |
| Mean | -1.267953158e-15 |
| MAD | 0.5846659348 |
| Skewness | -21.39884407 |
| Sum | 5.684341886e-12 |
| Variance | 1.000011632 |
| Memory size | 671.8 KiB |
| Value | Count | Frequency (%) | |
| -1.016498266 | 4956 | 5.8% | |
| -1.004099038 | 542 | 0.6% | |
| -0.4107006544 | 537 | 0.6% | |
| -0.3197395229 | 525 | 0.6% | |
| -0.4935796169 | 516 | 0.6% | |
| -0.4622667029 | 510 | 0.6% | |
| -0.451892081 | 510 | 0.6% | |
| -0.2800380035 | 508 | 0.6% | |
| -0.5785236722 | 507 | 0.6% | |
| -0.5892953717 | 506 | 0.6% | |
| Other values (4478) | 76355 | 88.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -133.7010985 | 1 | < 0.1% | |
| -3.282117699 | 1 | < 0.1% | |
| -1.687282312 | 1 | < 0.1% | |
| -1.209015071 | 1 | < 0.1% | |
| -1.156504544 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 46.79389037 | 1 | < 0.1% | |
| 43.44873963 | 1 | < 0.1% | |
| 43.13956452 | 1 | < 0.1% | |
| 36.56379091 | 1 | < 0.1% | |
| 30.48025923 | 1 | < 0.1% |
Assets_Growth
Numeric
| Distinct count | 85557 |
|---|---|
| Unique (%) | 99.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | -9.001029991e-17 |
|---|---|
| Minimum | -5.628219519 |
| Maximum | 4.55305805 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | -5.628219519 |
|---|---|
| 5-th percentile | -1.565655422 |
| Q1 | -0.2821199628 |
| Median | 0.01268400961 |
| Q3 | 0.3430351761 |
| 95-th percentile | 1.509233851 |
| Maximum | 4.55305805 |
| Range | 10.18127757 |
| Interquartile range | 0.6251551389 |
Descriptive statistics
| Standard deviation | 1.000005816 |
|---|---|
| Coef of variation | -1.110990428e+16 |
| Kurtosis | 6.621431956 |
| Mean | -9.001029991e-17 |
| MAD | 0.6049874845 |
| Skewness | -0.7501198138 |
| Sum | 6.821210263e-13 |
| Variance | 1.000011632 |
| Memory size | 671.8 KiB |
| Value | Count | Frequency (%) | |
| -0.1289512642 | 178 | 0.2% | |
| 1.471674858 | 11 | < 0.1% | |
| -2.160050556 | 10 | < 0.1% | |
| 2.141468335 | 9 | < 0.1% | |
| -3.697405705 | 7 | < 0.1% | |
| -3.142705472 | 7 | < 0.1% | |
| -2.729737147 | 7 | < 0.1% | |
| -1.337608386 | 6 | < 0.1% | |
| 0.8870854354 | 6 | < 0.1% | |
| -1.648049679 | 4 | < 0.1% | |
| Other values (85547) | 85727 | 99.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -5.628219519 | 1 | < 0.1% | |
| -5.6282066 | 1 | < 0.1% | |
| -5.627706898 | 1 | < 0.1% | |
| -5.627410339 | 1 | < 0.1% | |
| -5.627119408 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 4.55305805 | 1 | < 0.1% | |
| 4.54971329 | 1 | < 0.1% | |
| 4.546661372 | 1 | < 0.1% | |
| 4.540215142 | 1 | < 0.1% | |
| 4.538943311 | 1 | < 0.1% |
BK
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 554 |
| Value | Count | Frequency (%) | |
| 0 | 85418 | 99.4% | |
| 1 | 554 | 0.6% |
Employee_Growth
Numeric
| Distinct count | 45509 |
|---|---|
| Unique (%) | 52.9% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.07992804e-16 |
|---|---|
| Minimum | -5.974666603 |
| Maximum | 6.191718809 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | -5.974666603 |
|---|---|
| 5-th percentile | -1.404949463 |
| Q1 | -0.2252683148 |
| Median | -0.01523164286 |
| Q3 | 0.3089306408 |
| 95-th percentile | 1.363494878 |
| Maximum | 6.191718809 |
| Range | 12.16638541 |
| Interquartile range | 0.5341989555 |
Descriptive statistics
| Standard deviation | 1.000005816 |
|---|---|
| Coef of variation | 4.807886603e+15 |
| Kurtosis | 10.50924091 |
| Mean | 2.07992804e-16 |
| MAD | 0.5605289173 |
| Skewness | -0.999241064 |
| Sum | -7.958078641e-13 |
| Variance | 1.000011632 |
| Memory size | 671.8 KiB |
| Value | Count | Frequency (%) | |
| -0.06866402596 | 7472 | 8.7% | |
| 0.6018591061 | 292 | 0.3% | |
| 0.4846861677 | 283 | 0.3% | |
| -1.016821921 | 235 | 0.3% | |
| 0.7823228218 | 225 | 0.3% | |
| -0.8017236487 | 220 | 0.3% | |
| 0.2945185027 | 215 | 0.3% | |
| 1.097109183 | 214 | 0.2% | |
| -5.974666603 | 207 | 0.2% | |
| 1.792750026 | 206 | 0.2% | |
| Other values (45499) | 76403 | 88.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -5.974666603 | 207 | 0.2% | |
| -5.970591196 | 1 | < 0.1% | |
| -5.967359449 | 1 | < 0.1% | |
| -5.966333406 | 1 | < 0.1% | |
| -5.96481456 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6.191718809 | 1 | < 0.1% | |
| 6.157919513 | 1 | < 0.1% | |
| 6.154416631 | 1 | < 0.1% | |
| 6.095080744 | 1 | < 0.1% | |
| 6.089982484 | 1 | < 0.1% |
EPS
Numeric
| Distinct count | 6379 |
|---|---|
| Unique (%) | 7.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 5.466801291e-17 |
|---|---|
| Minimum | -110.3289286 |
| Maximum | 127.017035 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | -110.3289286 |
|---|---|
| 5-th percentile | -0.002829490454 |
| Q1 | -0.001381136346 |
| Median | -0.0009244950841 |
| Q3 | 0.0002284664003 |
| 95-th percentile | 0.003025158316 |
| Maximum | 127.017035 |
| Range | 237.3459637 |
| Interquartile range | 0.001609602747 |
Descriptive statistics
| Standard deviation | 1.000005816 |
|---|---|
| Coef of variation | 1.829233884e+16 |
| Kurtosis | 10196.4654 |
| Mean | 5.466801291e-17 |
| MAD | 0.01381741646 |
| Skewness | 18.4579555 |
| Sum | 2.131628207e-14 |
| Variance | 1.000011632 |
| Memory size | 671.8 KiB |
| Value | Count | Frequency (%) | |
| -0.001257795255 | 1521 | 1.8% | |
| -0.001266657528 | 1383 | 1.6% | |
| -0.00127551143 | 1113 | 1.3% | |
| -0.001284357052 | 884 | 1.0% | |
| -0.001293194481 | 796 | 0.9% | |
| -0.001302023804 | 743 | 0.9% | |
| -0.001310845105 | 644 | 0.7% | |
| -0.001319658467 | 590 | 0.7% | |
| -0.001248924548 | 589 | 0.7% | |
| -0.001328463972 | 492 | 0.6% | |
| Other values (6369) | 77217 | 89.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -110.3289286 | 1 | < 0.1% | |
| -94.05645917 | 1 | < 0.1% | |
| -92.20306163 | 1 | < 0.1% | |
| -62.53569721 | 1 | < 0.1% | |
| -47.80228824 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 127.017035 | 1 | < 0.1% | |
| 116.8405279 | 1 | < 0.1% | |
| 94.32739874 | 1 | < 0.1% | |
| 61.44773423 | 1 | < 0.1% | |
| 60.22151884 | 1 | < 0.1% |
Leverage_Ratio
Numeric
| Distinct count | 6340 |
|---|---|
| Unique (%) | 7.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.37548406e-16 |
|---|---|
| Minimum | -149.1539657 |
| Maximum | 196.6386281 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | -149.1539657 |
|---|---|
| 5-th percentile | -0.006216222062 |
| Q1 | -7.439334676e-05 |
| Median | 0.002265461015 |
| Q3 | 0.006262605546 |
| 95-th percentile | 0.02001482256 |
| Maximum | 196.6386281 |
| Range | 345.7925938 |
| Interquartile range | 0.006336998893 |
Descriptive statistics
| Standard deviation | 1.000005816 |
|---|---|
| Coef of variation | 7.270210137e+15 |
| Kurtosis | 27456.29508 |
| Mean | 1.37548406e-16 |
| MAD | 0.02017872017 |
| Skewness | 17.03511129 |
| Sum | -1.278976924e-13 |
| Variance | 1.000011632 |
| Memory size | 671.8 KiB |
| Value | Count | Frequency (%) | |
| -7.439334676e-05 | 16044 | 18.7% | |
| 4.737498016e-06 | 1756 | 2.0% | |
| 8.378233379e-05 | 1135 | 1.3% | |
| 0.0001627420959 | 971 | 1.1% | |
| 0.0002416177007 | 830 | 1.0% | |
| 0.0003204100456 | 777 | 0.9% | |
| 0.0003991200105 | 707 | 0.8% | |
| 0.0005562962311 | 696 | 0.8% | |
| 0.0004777484572 | 688 | 0.8% | |
| 0.0006347641606 | 663 | 0.8% | |
| Other values (6330) | 61705 | 71.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -149.1539657 | 1 | < 0.1% | |
| -137.7410794 | 1 | < 0.1% | |
| -56.01056143 | 1 | < 0.1% | |
| -23.42833904 | 1 | < 0.1% | |
| -23.39075965 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 196.6386281 | 1 | < 0.1% | |
| 11.38568059 | 1 | < 0.1% | |
| 8.528055684 | 1 | < 0.1% | |
| 8.341251489 | 1 | < 0.1% | |
| 8.284780476 | 1 | < 0.1% |
Liquidity
Numeric
| Distinct count | 5448 |
|---|---|
| Unique (%) | 6.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 3.87939989e-15 |
|---|---|
| Minimum | -3.285091965 |
| Maximum | 3.647948523 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | -3.285091965 |
|---|---|
| 5-th percentile | -1.287309377 |
| Q1 | -0.5765604326 |
| Median | -0.1906819637 |
| Q3 | 0.4756890117 |
| 95-th percentile | 1.890194444 |
| Maximum | 3.647948523 |
| Range | 6.933040488 |
| Interquartile range | 1.052249444 |
Descriptive statistics
| Standard deviation | 1.000005816 |
|---|---|
| Coef of variation | 2.577733269e+14 |
| Kurtosis | 1.77097831 |
| Mean | 3.87939989e-15 |
| MAD | 0.7307623435 |
| Skewness | 0.3695895935 |
| Sum | 7.50333129e-12 |
| Variance | 1.000011632 |
| Memory size | 671.8 KiB |
| Value | Count | Frequency (%) | |
| -0.6180074078 | 1592 | 1.9% | |
| -0.5765604326 | 1545 | 1.8% | |
| -0.5974648005 | 1484 | 1.7% | |
| -0.5336555004 | 1418 | 1.6% | |
| -0.5552915739 | 1404 | 1.6% | |
| -0.6381921723 | 1398 | 1.6% | |
| -0.4892708444 | 1377 | 1.6% | |
| -0.5116494944 | 1373 | 1.6% | |
| -0.4665168451 | 1370 | 1.6% | |
| -0.4433847971 | 1362 | 1.6% | |
| Other values (5438) | 71649 | 83.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -3.285091965 | 1 | < 0.1% | |
| -3.284376029 | 1 | < 0.1% | |
| -3.283722875 | 1 | < 0.1% | |
| -3.283594837 | 1 | < 0.1% | |
| -3.283570714 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 3.647948523 | 22 | < 0.1% | |
| 3.590026565 | 1 | < 0.1% | |
| 3.579134042 | 36 | < 0.1% | |
| 3.522367273 | 1 | < 0.1% | |
| 3.51092657 | 45 | 0.1% |
Market_Book_Ratio
Numeric
| Distinct count | 47548 |
|---|---|
| Unique (%) | 55.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 3.432699192e-17 |
|---|---|
| Minimum | -107.7968925 |
| Maximum | 171.4426952 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | -107.7968925 |
|---|---|
| 5-th percentile | -0.02636557458 |
| Q1 | -0.02226925708 |
| Median | -0.01993074601 |
| Q3 | -0.01079021162 |
| 95-th percentile | 0.08552663513 |
| Maximum | 171.4426952 |
| Range | 279.2395877 |
| Interquartile range | 0.01147904546 |
Descriptive statistics
| Standard deviation | 1.000005816 |
|---|---|
| Coef of variation | 2.913176366e+16 |
| Kurtosis | 14334.31719 |
| Mean | 3.432699192e-17 |
| MAD | 0.06371475054 |
| Skewness | 53.66440578 |
| Sum | 2.700062396e-13 |
| Variance | 1.000011632 |
| Memory size | 671.8 KiB |
| Value | Count | Frequency (%) | |
| -0.0228315926 | 63 | 0.1% | |
| -0.02274871029 | 25 | < 0.1% | |
| -0.02275546228 | 24 | < 0.1% | |
| -0.02261161412 | 23 | < 0.1% | |
| -0.02271879997 | 23 | < 0.1% | |
| -0.02274436932 | 23 | < 0.1% | |
| -0.02271349197 | 22 | < 0.1% | |
| -0.02260678339 | 21 | < 0.1% | |
| -0.02275449776 | 21 | < 0.1% | |
| -0.02275208638 | 21 | < 0.1% | |
| Other values (47538) | 85706 | 99.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -107.7968925 | 1 | < 0.1% | |
| -79.31506759 | 1 | < 0.1% | |
| -50.38067121 | 1 | < 0.1% | |
| -45.05212442 | 1 | < 0.1% | |
| -35.71303866 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 171.4426952 | 1 | < 0.1% | |
| 113.5772169 | 1 | < 0.1% | |
| 50.49314979 | 1 | < 0.1% | |
| 42.41329992 | 1 | < 0.1% | |
| 29.88713613 | 1 | < 0.1% |
Operational_Margin
Numeric
| Distinct count | 6655 |
|---|---|
| Unique (%) | 7.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 5.298061458e-15 |
|---|---|
| Minimum | -57.55282534 |
| Maximum | 200.1134647 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | -57.55282534 |
|---|---|
| 5-th percentile | -0.1029307195 |
| Q1 | 0.05372866638 |
| Median | 0.05847042458 |
| Q3 | 0.06333703195 |
| 95-th percentile | 0.07564750082 |
| Maximum | 200.1134647 |
| Range | 257.66629 |
| Interquartile range | 0.009608365567 |
Descriptive statistics
| Standard deviation | 1.000005816 |
|---|---|
| Coef of variation | 1.887493801e+14 |
| Kurtosis | 19429.25256 |
| Mean | 5.298061458e-15 |
| MAD | 0.1148517762 |
| Skewness | 88.13731624 |
| Sum | 4.86721774e-13 |
| Variance | 1.000011632 |
| Memory size | 671.8 KiB |
| Value | Count | Frequency (%) | |
| 0.05439822943 | 5752 | 6.7% | |
| 0.05915812613 | 3413 | 4.0% | |
| 0.05778527026 | 3159 | 3.7% | |
| 0.05847042458 | 3144 | 3.7% | |
| 0.05984836045 | 3103 | 3.6% | |
| 0.05710267787 | 3093 | 3.6% | |
| 0.06054111328 | 2992 | 3.5% | |
| 0.05642266233 | 2852 | 3.3% | |
| 0.06123637058 | 2793 | 3.2% | |
| 0.06193411852 | 2594 | 3.0% | |
| Other values (6645) | 53077 | 61.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -57.55282534 | 1 | < 0.1% | |
| -55.27281164 | 1 | < 0.1% | |
| -38.00993121 | 1 | < 0.1% | |
| -34.54310264 | 1 | < 0.1% | |
| -32.39137583 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 200.1134647 | 1 | < 0.1% | |
| 74.26039476 | 1 | < 0.1% | |
| 38.14936623 | 1 | < 0.1% | |
| 24.24936827 | 1 | < 0.1% | |
| 1.509776853 | 1 | < 0.1% |
Productivity
Numeric
| Distinct count | 5388 |
|---|---|
| Unique (%) | 6.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.766910252e-16 |
|---|---|
| Minimum | -89.59168297 |
| Maximum | 205.950284 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | -89.59168297 |
|---|---|
| 5-th percentile | -0.03390995781 |
| Q1 | 0.02949675223 |
| Median | 0.03660159705 |
| Q3 | 0.03987453852 |
| 95-th percentile | 0.04783334697 |
| Maximum | 205.950284 |
| Range | 295.541967 |
| Interquartile range | 0.01037778629 |
Descriptive statistics
| Standard deviation | 1.000005816 |
|---|---|
| Coef of variation | 5.659629938e+15 |
| Kurtosis | 22520.37059 |
| Mean | 1.766910252e-16 |
| MAD | 0.07013383709 |
| Skewness | 77.96395559 |
| Sum | 3.268496584e-13 |
| Variance | 1.000011632 |
| Memory size | 671.8 KiB |
| Value | Count | Frequency (%) | |
| 0.03725406989 | 4147 | 4.8% | |
| 0.03790760855 | 4041 | 4.7% | |
| 0.03660159705 | 4000 | 4.7% | |
| 0.03856220486 | 3887 | 4.5% | |
| 0.03921785081 | 3579 | 4.2% | |
| 0.03595019831 | 3510 | 4.1% | |
| 0.03987453852 | 3185 | 3.7% | |
| 0.03529988211 | 2983 | 3.5% | |
| 0.04053226024 | 2778 | 3.2% | |
| 0.03465065703 | 2420 | 2.8% | |
| Other values (5378) | 51442 | 59.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -89.59168297 | 1 | < 0.1% | |
| -82.28938274 | 1 | < 0.1% | |
| -51.36345912 | 1 | < 0.1% | |
| -47.24110717 | 1 | < 0.1% | |
| -43.6850346 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 205.950284 | 1 | < 0.1% | |
| 3.787098869 | 1 | < 0.1% | |
| 1.692158977 | 1 | < 0.1% | |
| 1.627762469 | 1 | < 0.1% | |
| 0.9654466406 | 1 | < 0.1% |
Profitability
Numeric
| Distinct count | 8616 |
|---|---|
| Unique (%) | 10.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | -1.831082672e-15 |
|---|---|
| Minimum | -27.11953147 |
| Maximum | 216.7581242 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | -27.11953147 |
|---|---|
| 5-th percentile | -0.4867762495 |
| Q1 | 0.04720662681 |
| Median | 0.1244976303 |
| Q3 | 0.1563579341 |
| 95-th percentile | 0.2082011971 |
| Maximum | 216.7581242 |
| Range | 243.8776557 |
| Interquartile range | 0.1091513073 |
Descriptive statistics
| Standard deviation | 1.000005816 |
|---|---|
| Coef of variation | -5.461281631e+14 |
| Kurtosis | 25738.80963 |
| Mean | -1.831082672e-15 |
| MAD | 0.2210814062 |
| Skewness | 113.999101 |
| Sum | -3.126388037e-13 |
| Variance | 1.000011632 |
| Memory size | 671.8 KiB |
| Value | Count | Frequency (%) | |
| 0.1311093467 | 963 | 1.1% | |
| 0.1271208504 | 935 | 1.1% | |
| 0.1258056455 | 922 | 1.1% | |
| 0.1297727263 | 915 | 1.1% | |
| 0.1338038281 | 907 | 1.1% | |
| 0.1351616403 | 896 | 1.0% | |
| 0.1378982881 | 896 | 1.0% | |
| 0.1420554673 | 888 | 1.0% | |
| 0.1284432192 | 887 | 1.0% | |
| 0.1244976303 | 886 | 1.0% | |
| Other values (8606) | 76877 | 89.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -27.11953147 | 1 | < 0.1% | |
| -23.55191831 | 1 | < 0.1% | |
| -22.37055691 | 1 | < 0.1% | |
| -19.43166317 | 1 | < 0.1% | |
| -19.19734763 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 216.7581242 | 1 | < 0.1% | |
| 1.681065783 | 1 | < 0.1% | |
| 0.9621008655 | 1 | < 0.1% | |
| 0.6540489282 | 1 | < 0.1% | |
| 0.5748465379 | 1 | < 0.1% |
Return_on_Equity
Numeric
| Distinct count | 5135 |
|---|---|
| Unique (%) | 6.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 3.594454206e-16 |
|---|---|
| Minimum | -181.771113 |
| Maximum | 198.6549969 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | -181.771113 |
|---|---|
| 5-th percentile | -9.707097318e-05 |
| Q1 | 0.002754256285 |
| Median | 0.003112790527 |
| Q3 | 0.003243595972 |
| 95-th percentile | 0.003505860632 |
| Maximum | 198.6549969 |
| Range | 380.4261099 |
| Interquartile range | 0.0004893396868 |
Descriptive statistics
| Standard deviation | 1.000005816 |
|---|---|
| Coef of variation | 2.782079722e+15 |
| Kurtosis | 31136.65574 |
| Mean | 3.594454206e-16 |
| MAD | 0.01346625547 |
| Skewness | 19.17941272 |
| Sum | 1.421085472e-13 |
| Variance | 1.000011632 |
| Memory size | 671.8 KiB |
| Value | Count | Frequency (%) | |
| 0.003178165196 | 6628 | 7.7% | |
| 0.003210873634 | 6090 | 7.1% | |
| 0.003145470784 | 5984 | 7.0% | |
| 0.003243595972 | 4934 | 5.7% | |
| 0.003112790527 | 4766 | 5.5% | |
| 0.003276332086 | 3678 | 4.3% | |
| 0.003080124556 | 3463 | 4.0% | |
| 0.003309081853 | 2740 | 3.2% | |
| 0.003047473005 | 2601 | 3.0% | |
| 0.003341845155 | 2045 | 2.4% | |
| Other values (5125) | 43043 | 50.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -181.771113 | 1 | < 0.1% | |
| -53.82029656 | 1 | < 0.1% | |
| -53.36372803 | 1 | < 0.1% | |
| -31.87989404 | 1 | < 0.1% | |
| -23.12617956 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 198.6549969 | 1 | < 0.1% | |
| 53.36602605 | 1 | < 0.1% | |
| 34.85107008 | 1 | < 0.1% | |
| 9.430698169 | 1 | < 0.1% | |
| 9.178929158 | 1 | < 0.1% |
Sales_Growth
Numeric
| Distinct count | 80276 |
|---|---|
| Unique (%) | 93.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 8.511159675e-16 |
|---|---|
| Minimum | -200.4261338 |
| Maximum | 45.42988904 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | -200.4261338 |
|---|---|
| 5-th percentile | -0.5773147543 |
| Q1 | -0.1479889869 |
| Median | -0.05838436512 |
| Q3 | 0.06854624514 |
| 95-th percentile | 0.5938150649 |
| Maximum | 45.42988904 |
| Range | 245.8560229 |
| Interquartile range | 0.216535232 |
Descriptive statistics
| Standard deviation | 1.000005816 |
|---|---|
| Coef of variation | 1.174934855e+15 |
| Kurtosis | 18937.7806 |
| Mean | 8.511159675e-16 |
| MAD | 0.2738468804 |
| Skewness | -88.21435727 |
| Sum | -1.676880856e-12 |
| Variance | 1.000011632 |
| Memory size | 671.8 KiB |
| Value | Count | Frequency (%) | |
| -0.1152134657 | 4707 | 5.5% | |
| -1.425826763 | 662 | 0.8% | |
| 0.6110448264 | 13 | < 0.1% | |
| -0.6865108322 | 11 | < 0.1% | |
| -0.8213515421 | 8 | < 0.1% | |
| -0.9149188822 | 7 | < 0.1% | |
| 0.1057799321 | 7 | < 0.1% | |
| 0.2951685998 | 7 | < 0.1% | |
| -0.4767255312 | 6 | < 0.1% | |
| -1.035961245 | 6 | < 0.1% | |
| Other values (80266) | 80538 | 93.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -200.4261338 | 1 | < 0.1% | |
| -32.97060911 | 1 | < 0.1% | |
| -18.64498662 | 1 | < 0.1% | |
| -8.265661738 | 1 | < 0.1% | |
| -7.527476445 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 45.42988904 | 1 | < 0.1% | |
| 42.30793999 | 1 | < 0.1% | |
| 31.05020102 | 1 | < 0.1% | |
| 27.42947705 | 1 | < 0.1% | |
| 26.52217926 | 1 | < 0.1% |
Tobin's_Q
Numeric
| Distinct count | 7556 |
|---|---|
| Unique (%) | 8.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | -4.458222384e-16 |
|---|---|
| Minimum | -4.94974597 |
| Maximum | 2.346177441 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | -4.94974597 |
|---|---|
| 5-th percentile | -1.403026666 |
| Q1 | -0.6916764122 |
| Median | -0.1371847703 |
| Q3 | 0.6474021854 |
| 95-th percentile | 1.884121979 |
| Maximum | 2.346177441 |
| Range | 7.295923411 |
| Interquartile range | 1.339078598 |
Descriptive statistics
| Standard deviation | 1.000005816 |
|---|---|
| Coef of variation | -2.24305952e+15 |
| Kurtosis | -0.0043006768 |
| Mean | -4.458222384e-16 |
| MAD | 0.8021787023 |
| Skewness | 0.2614314729 |
| Sum | 6.639311323e-11 |
| Variance | 1.000011632 |
| Memory size | 671.8 KiB |
| Value | Count | Frequency (%) | |
| -0.6750528861 | 662 | 0.8% | |
| -0.6585975509 | 656 | 0.8% | |
| -0.8310332919 | 652 | 0.8% | |
| -0.7084706538 | 645 | 0.8% | |
| -0.6261815974 | 640 | 0.7% | |
| -0.578758732 | 634 | 0.7% | |
| -0.6916764122 | 631 | 0.7% | |
| -0.7425816338 | 626 | 0.7% | |
| -0.7254381856 | 619 | 0.7% | |
| -0.5176748607 | 618 | 0.7% | |
| Other values (7546) | 79589 | 92.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -4.94974597 | 1 | < 0.1% | |
| -4.871557097 | 1 | < 0.1% | |
| -4.623603027 | 2 | < 0.1% | |
| -4.546265479 | 2 | < 0.1% | |
| -4.470507014 | 4 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2.346177441 | 1 | < 0.1% | |
| 2.346161848 | 1 | < 0.1% | |
| 2.346161119 | 1 | < 0.1% | |
| 2.346157438 | 1 | < 0.1% | |
| 2.346156569 | 1 | < 0.1% |
Unnamed_0
Numeric
| Distinct count | 85972 |
|---|---|
| Unique (%) | 100.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 45476.5444 |
|---|---|
| Minimum | 1 |
| Maximum | 92871 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4445.55 |
| Q1 | 22206.75 |
| Median | 45237 |
| Q3 | 68446.25 |
| 95-th percentile | 87900.45 |
| Maximum | 92871 |
| Range | 92870 |
| Interquartile range | 46239.5 |
Descriptive statistics
| Standard deviation | 26730.22717 |
|---|---|
| Coef of variation | 0.5877805257 |
| Kurtosis | -1.197058094 |
| Mean | 45476.5444 |
| MAD | 23169.11628 |
| Skewness | 0.03947604817 |
| Sum | 3909709475 |
| Variance | 714505044.8 |
| Memory size | 671.8 KiB |
| Value | Count | Frequency (%) | |
| 2047 | 1 | < 0.1% | |
| 39622 | 1 | < 0.1% | |
| 60104 | 1 | < 0.1% | |
| 58057 | 1 | < 0.1% | |
| 64202 | 1 | < 0.1% | |
| 62155 | 1 | < 0.1% | |
| 51916 | 1 | < 0.1% | |
| 49869 | 1 | < 0.1% | |
| 56014 | 1 | < 0.1% | |
| 53967 | 1 | < 0.1% | |
| Other values (85962) | 85962 | > 99.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 5 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 92871 | 1 | < 0.1% | |
| 92870 | 1 | < 0.1% | |
| 92869 | 1 | < 0.1% | |
| 92868 | 1 | < 0.1% | |
| 92867 | 1 | < 0.1% |
First rows
| Asset_Turnover | Assets_Growth | BK | Employee_Growth | EPS | Leverage_Ratio | Liquidity | Market_Book_Ratio | Operational_Margin | Productivity | Profitability | Return_on_Equity | Sales_Growth | Tobin's_Q | Unnamed_0 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.538394 | 0.195206 | 0 | 0.055176 | 0.000054 | 0.009772 | 0.368583 | -0.022715 | 0.059158 | 0.040532 | 0.137898 | 0.003440 | -0.101516 | -0.943577 | 1 |
| 1 | 0.505855 | 0.677631 | 0 | 1.208515 | -0.000979 | 0.007736 | 0.232118 | -0.022708 | 0.057785 | 0.037908 | 0.129773 | 0.003145 | 0.167686 | -1.170303 | 2 |
| 2 | 0.373341 | -0.188691 | 0 | -0.395276 | -0.000610 | 0.006040 | 0.102753 | -0.022577 | 0.058470 | 0.037908 | 0.131109 | 0.003178 | -0.235070 | -0.675053 | 3 |
| 3 | 0.297050 | 0.426924 | 0 | 0.093287 | -0.000573 | 0.001493 | 0.549397 | -0.022412 | 0.058470 | 0.037908 | 0.129773 | 0.003145 | 0.019069 | -0.473397 | 4 |
| 4 | 0.390119 | 0.209474 | 0 | 0.162478 | 0.000141 | 0.002573 | 0.403827 | -0.022454 | 0.059848 | 0.039875 | 0.133804 | 0.003276 | 0.090797 | -0.610216 | 5 |
| 5 | 0.254087 | 0.511094 | 0 | 0.458033 | -0.000090 | 0.004546 | 0.368583 | -0.021840 | 0.060541 | 0.039875 | 0.133804 | 0.003178 | 0.006804 | -0.048317 | 6 |
| 6 | 0.271323 | 0.328011 | 0 | -0.015825 | 0.000103 | 0.002726 | 0.403827 | -0.021617 | 0.061236 | 0.040532 | 0.136526 | 0.003178 | 0.066431 | 0.140725 | 7 |
| 7 | 0.228103 | 0.383912 | 0 | 0.225334 | -0.000013 | 0.003640 | 0.403827 | -0.020795 | 0.061236 | 0.040532 | 0.140663 | 0.003178 | 0.035486 | 0.212240 | 8 |
| 8 | 0.158032 | 0.462123 | 0 | 0.660895 | 0.000190 | 0.004245 | 0.368583 | -0.020571 | 0.061934 | 0.041191 | 0.142055 | 0.003178 | 0.038130 | 0.254785 | 9 |
| 9 | 0.166854 | 0.108567 | 0 | -0.210637 | 0.000238 | 0.004245 | 0.822207 | -0.021429 | 0.061934 | 0.040532 | 0.144861 | 0.003276 | -0.026930 | -0.295389 | 10 |
Last rows
| Asset_Turnover | Assets_Growth | BK | Employee_Growth | EPS | Leverage_Ratio | Liquidity | Market_Book_Ratio | Operational_Margin | Productivity | Profitability | Return_on_Equity | Sales_Growth | Tobin's_Q | Unnamed_0 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 85962 | -0.332683 | -1.797827 | 1 | -0.641907 | -0.008477 | -0.104383 | -0.799453 | -0.025475 | 0.063533 | 0.038034 | 0.076037 | -0.014386 | -0.256519 | -0.544808 | 92861 |
| 85963 | -0.938529 | 2.833368 | 0 | 2.969891 | -0.001286 | 0.019032 | -0.580181 | 0.000617 | 0.046113 | 0.032191 | 0.102215 | 0.002979 | 1.342771 | 0.971057 | 92863 |
| 85964 | -0.837074 | -0.538961 | 0 | -0.068664 | -0.002031 | -0.034906 | -0.692182 | -0.048504 | -0.199654 | -0.022839 | 0.001656 | 0.001761 | 0.631036 | 1.234970 | 92864 |
| 85965 | -0.851439 | 3.520021 | 0 | 3.569670 | -0.001571 | 0.011486 | -0.742475 | -0.037681 | 0.048335 | 0.031899 | 0.096399 | 0.002444 | 3.012683 | -0.400809 | 92865 |
| 85966 | -0.595095 | -1.403772 | 0 | -0.535115 | -0.002497 | 0.039831 | -0.644384 | -0.023260 | 0.013831 | 0.017165 | 0.052314 | -0.021891 | 0.454403 | -0.179853 | 92866 |
| 85967 | -0.807938 | -0.348205 | 0 | -0.327106 | -0.002513 | -15.958201 | -0.649133 | -0.022920 | 0.033702 | 0.029055 | 0.034669 | -0.017312 | -0.763209 | -0.136125 | 92867 |
| 85968 | -0.760065 | -0.794605 | 0 | -0.836663 | -0.002771 | -0.040545 | -0.410747 | -0.022950 | 0.020089 | 0.024972 | -0.001961 | -0.011030 | -0.125424 | 0.310570 | 92868 |
| 85969 | -0.716724 | -0.669242 | 0 | -0.429621 | -0.001272 | 0.005631 | -0.535268 | 0.137213 | 0.033855 | 0.027427 | 0.113053 | 0.001177 | -0.134854 | -1.055765 | 92869 |
| 85970 | -0.783100 | 0.075745 | 0 | -0.263710 | -0.001375 | 0.004355 | -0.503463 | -0.021066 | 0.054741 | 0.032774 | 0.109436 | 0.002735 | -0.290719 | -1.359568 | 92870 |
| 85971 | -0.752525 | -0.317890 | 1 | 0.120926 | -0.001818 | 0.005246 | -0.690063 | -0.020136 | 0.015083 | 0.023474 | 0.087455 | 0.001404 | -0.054409 | -1.136865 | 92871 |